Overview

Brought to you by YData

Dataset statistics

Number of variables	21
Number of observations	2000000
Missing cells	2806671
Missing cells (%)	6.7%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.6 GiB
Average record size in memory	845.0 B

Variable types

Numeric	9
Categorical	10
DateTime	1
Boolean	1

Alerts

`Age` has 31194 (1.6%) missing values	Missing
`Annual Income` has 74809 (3.7%) missing values	Missing
`Marital Status` has 30865 (1.5%) missing values	Missing
`Number of Dependents` has 182802 (9.1%) missing values	Missing
`Occupation` has 597200 (29.9%) missing values	Missing
`Health Score` has 123525 (6.2%) missing values	Missing
`Previous Claims` has 606831 (30.3%) missing values	Missing
`Credit Score` has 229333 (11.5%) missing values	Missing
`Customer Feedback` has 130100 (6.5%) missing values	Missing
`Premium Amount` has 800000 (40.0%) missing values	Missing
`id` is uniformly distributed	Uniform
`id` has unique values	Unique
`Previous Claims` has 508239 (25.4%) zeros	Zeros
`Vehicle Age` has 102232 (5.1%) zeros	Zeros

Reproduction

Analysis started	2025-01-02 14:58:54.137025
Analysis finished	2025-01-02 15:02:02.040429
Duration	3 minutes and 7.9 seconds
Software version	ydata-profiling vv4.12.0
Download configuration	config.json

id
Real number (ℝ)

Uniform Unique

Distinct	2000000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	999999.5

Minimum	0
Maximum	1999999
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	130.7 MiB

Quantile statistics

Minimum	0
5-th percentile	99999.95
Q1	499999.75
median	999999.5
Q3	1499999.2
95-th percentile	1899999
Maximum	1999999
Range	1999999
Interquartile range (IQR)	999999.5

Descriptive statistics

Standard deviation	577350.41
Coefficient of variation (CV)	0.5773507
Kurtosis	-1.2
Mean	999999.5
Median Absolute Deviation (MAD)	500000
Skewness	-6.6744919 × 10^-17
Sum	1.999999 × 10¹²
Variance	3.333335 × 10¹¹
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1999983	1	< 0.1%
1999982	1	< 0.1%
1999981	1	< 0.1%
1999980	1	< 0.1%
1999979	1	< 0.1%
1999978	1	< 0.1%
1999977	1	< 0.1%
1999976	1	< 0.1%
1999975	1	< 0.1%
1999974	1	< 0.1%
Other values (1999990)	1999990	> 99.9%

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
1999999	1	< 0.1%
1999998	1	< 0.1%
1999997	1	< 0.1%
1999996	1	< 0.1%
1999995	1	< 0.1%
1999994	1	< 0.1%
1999993	1	< 0.1%
1999992	1	< 0.1%
1999991	1	< 0.1%
1999990	1	< 0.1%

Age
Real number (ℝ)

Missing

Distinct	47
Distinct (%)	< 0.1%
Missing	31194
Missing (%)	1.6%
Infinite	0
Infinite (%)	0.0%
Mean	41.141914

Minimum	18
Maximum	64
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	130.7 MiB

Quantile statistics

Minimum	18
5-th percentile	20
Q1	30
median	41
Q3	53
95-th percentile	62
Maximum	64
Range	46
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	13.539099
Coefficient of variation (CV)	0.32908286
Kurtosis	-1.1947603
Mean	41.141914
Median Absolute Deviation (MAD)	12
Skewness	-0.011542001
Sum	81000447
Variance	183.3072
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
53	43923	2.2%
61	43804	2.2%
64	43453	2.2%
39	43397	2.2%
43	43263	2.2%
57	43214	2.2%
33	43162	2.2%
62	42919	2.1%
46	42911	2.1%
47	42852	2.1%
Other values (37)	1535908	76.8%

Value	Count	Frequency (%)
18	40639	2.0%
19	41299	2.1%
20	41896	2.1%
21	41446	2.1%
22	41877	2.1%
23	38791	1.9%
24	41001	2.1%
25	40373	2.0%
26	41348	2.1%
27	40635	2.0%

Value	Count	Frequency (%)
64	43453	2.2%
63	40538	2.0%
62	42919	2.1%
61	43804	2.2%
60	41009	2.1%
59	41794	2.1%
58	42466	2.1%
57	43214	2.2%
56	42391	2.1%
55	41920	2.1%

Gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	233.7 MiB

Male	1003660
Female	996340

Length

Max length	6
Median length	4
Mean length	4.99634
Min length	4

Characters and Unicode

Total characters	9992680
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Female
2nd row	Female
3rd row	Male
4th row	Male
5th row	Male

Common Values

Value	Count	Frequency (%)
Male	1003660	50.2%
Female	996340	49.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
male	1003660	50.2%
female	996340	49.8%

Most occurring characters

Value	Count	Frequency (%)
e	2996340	30.0%
a	2000000	20.0%
l	2000000	20.0%
M	1003660	10.0%
F	996340	10.0%
m	996340	10.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	9992680	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	2996340	30.0%
a	2000000	20.0%
l	2000000	20.0%
M	1003660	10.0%
F	996340	10.0%
m	996340	10.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	9992680	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	2996340	30.0%
a	2000000	20.0%
l	2000000	20.0%
M	1003660	10.0%
F	996340	10.0%
m	996340	10.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	9992680	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	2996340	30.0%
a	2000000	20.0%
l	2000000	20.0%
M	1003660	10.0%
F	996340	10.0%
m	996340	10.0%

Annual Income
Real number (ℝ)

Missing

Distinct	97540
Distinct (%)	5.1%
Missing	74809
Missing (%)	3.7%
Infinite	0
Infinite (%)	0.0%
Mean	32768.681

Minimum	1
Maximum	149997
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	130.7 MiB

Quantile statistics

Minimum	1
5-th percentile	1207
Q1	8021
median	23957
Q3	44641
95-th percentile	104563
Maximum	149997
Range	149996
Interquartile range (IQR)	36620

Descriptive statistics

Standard deviation	32188.136
Coefficient of variation (CV)	0.98228354
Kurtosis	1.785627
Mean	32768.681
Median Absolute Deviation (MAD)	17217
Skewness	1.4680117
Sum	6.308597 × 10¹⁰
Variance	1.0360761 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7073	1751	0.1%
16054	1698	0.1%
24897	1572	0.1%
14094	1513	0.1%
15983	1464	0.1%
7991	1429	0.1%
13982	1425	0.1%
16076	1394	0.1%
16891	1304	0.1%
17091	1271	0.1%
Other values (97530)	1910370	95.5%
(Missing)	74809	3.7%

Value	Count	Frequency (%)
1	1	< 0.1%
2	9	< 0.1%
3	8	< 0.1%
5	7	< 0.1%
7	3	< 0.1%
8	5	< 0.1%
10	4	< 0.1%
11	17	< 0.1%
12	1	< 0.1%
13	2	< 0.1%

Value	Count	Frequency (%)
149997	6	< 0.1%
149996	32	< 0.1%
149995	8	< 0.1%
149994	4	< 0.1%
149993	6	< 0.1%
149992	13	< 0.1%
149991	5	< 0.1%
149990	8	< 0.1%
149989	3	< 0.1%
149987	5	< 0.1%

Marital Status
Categorical

Missing

Distinct	3
Distinct (%)	< 0.1%
Missing	30865
Missing (%)	1.5%
Memory size	237.3 MiB

Single	659096
Married	656488
Divorced	653551

Length

Max length	8
Median length	7
Mean length	6.997184
Min length	6

Characters and Unicode

Total characters	13778400
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Married
2nd row	Divorced
3rd row	Divorced
4th row	Married
5th row	Single

Common Values

Value	Count	Frequency (%)
Single	659096	33.0%
Married	656488	32.8%
Divorced	653551	32.7%
(Missing)	30865	1.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
single	659096	33.5%
married	656488	33.3%
divorced	653551	33.2%

Most occurring characters

Value	Count	Frequency (%)
i	1969135	14.3%
e	1969135	14.3%
r	1966527	14.3%
d	1310039	9.5%
S	659096	4.8%
n	659096	4.8%
l	659096	4.8%
g	659096	4.8%
a	656488	4.8%
M	656488	4.8%
Other values (4)	2614204	19.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	13778400	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	1969135	14.3%
e	1969135	14.3%
r	1966527	14.3%
d	1310039	9.5%
S	659096	4.8%
n	659096	4.8%
l	659096	4.8%
g	659096	4.8%
a	656488	4.8%
M	656488	4.8%
Other values (4)	2614204	19.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	13778400	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	1969135	14.3%
e	1969135	14.3%
r	1966527	14.3%
d	1310039	9.5%
S	659096	4.8%
n	659096	4.8%
l	659096	4.8%
g	659096	4.8%
a	656488	4.8%
M	656488	4.8%
Other values (4)	2614204	19.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	13778400	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	1969135	14.3%
e	1969135	14.3%
r	1966527	14.3%
d	1310039	9.5%
S	659096	4.8%
n	659096	4.8%
l	659096	4.8%
g	659096	4.8%
a	656488	4.8%
M	656488	4.8%
Other values (4)	2614204	19.0%

Number of Dependents
Categorical

Missing

Distinct	5
Distinct (%)	< 0.1%
Missing	182802
Missing (%)	9.1%
Memory size	229.2 MiB

3.0	369220
4.0	366608
0.0	362926
2.0	359478
1.0	358966

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	5451594
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	3.0
3rd row	3.0
4th row	2.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
3.0	369220	18.5%
4.0	366608	18.3%
0.0	362926	18.1%
2.0	359478	18.0%
1.0	358966	17.9%
(Missing)	182802	9.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3.0	369220	20.3%
4.0	366608	20.2%
0.0	362926	20.0%
2.0	359478	19.8%
1.0	358966	19.8%

Most occurring characters

Value	Count	Frequency (%)
0	2180124	40.0%
.	1817198	33.3%
3	369220	6.8%
4	366608	6.7%
2	359478	6.6%
1	358966	6.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5451594	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2180124	40.0%
.	1817198	33.3%
3	369220	6.8%
4	366608	6.7%
2	359478	6.6%
1	358966	6.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5451594	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2180124	40.0%
.	1817198	33.3%
3	369220	6.8%
4	366608	6.7%
2	359478	6.6%
1	358966	6.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5451594	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2180124	40.0%
.	1817198	33.3%
3	369220	6.8%
4	366608	6.7%
2	359478	6.6%
1	358966	6.6%

Education Level
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	239.4 MiB

Master's	506370
PhD	505975
Bachelor's	505457
High School	482198

Length

Max length	11
Median length	10
Mean length	7.9638165
Min length	3

Characters and Unicode

Total characters	15927633
Distinct characters	19
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Bachelor's
2nd row	Master's
3rd row	High School
4th row	Bachelor's
5th row	Bachelor's

Common Values

Value	Count	Frequency (%)
Master's	506370	25.3%
PhD	505975	25.3%
Bachelor's	505457	25.3%
High School	482198	24.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
master's	506370	20.4%
phd	505975	20.4%
bachelor's	505457	20.4%
high	482198	19.4%
school	482198	19.4%

Most occurring characters

Value	Count	Frequency (%)
h	1975828	12.4%
s	1518197	9.5%
o	1469853	9.2%
r	1011827	6.4%
a	1011827	6.4%
'	1011827	6.4%
e	1011827	6.4%
l	987655	6.2%
c	987655	6.2%
M	506370	3.2%
Other values (9)	4434767	27.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	15927633	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
h	1975828	12.4%
s	1518197	9.5%
o	1469853	9.2%
r	1011827	6.4%
a	1011827	6.4%
'	1011827	6.4%
e	1011827	6.4%
l	987655	6.2%
c	987655	6.2%
M	506370	3.2%
Other values (9)	4434767	27.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	15927633	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
h	1975828	12.4%
s	1518197	9.5%
o	1469853	9.2%
r	1011827	6.4%
a	1011827	6.4%
'	1011827	6.4%
e	1011827	6.4%
l	987655	6.2%
c	987655	6.2%
M	506370	3.2%
Other values (9)	4434767	27.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	15927633	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
h	1975828	12.4%
s	1518197	9.5%
o	1469853	9.2%
r	1011827	6.4%
a	1011827	6.4%
'	1011827	6.4%
e	1011827	6.4%
l	987655	6.2%
c	987655	6.2%
M	506370	3.2%
Other values (9)	4434767	27.8%

Occupation
Categorical

Missing

Distinct	3
Distinct (%)	< 0.1%
Missing	597200
Missing (%)	29.9%
Memory size	237.4 MiB

Employed	471324
Self-Employed	470636
Unemployed	460840

Length

Max length	13
Median length	10
Mean length	10.334517
Min length	8

Characters and Unicode

Total characters	14497260
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Self-Employed
2nd row	Self-Employed
3rd row	Self-Employed
4th row	Employed
5th row	Employed

Common Values

Value	Count	Frequency (%)
Employed	471324	23.6%
Self-Employed	470636	23.5%
Unemployed	460840	23.0%
(Missing)	597200	29.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
employed	471324	33.6%
self-employed	470636	33.5%
unemployed	460840	32.9%

Most occurring characters

Value	Count	Frequency (%)
e	2334276	16.1%
l	1873436	12.9%
p	1402800	9.7%
o	1402800	9.7%
m	1402800	9.7%
d	1402800	9.7%
y	1402800	9.7%
E	941960	6.5%
S	470636	3.2%
f	470636	3.2%
Other values (3)	1392316	9.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	14497260	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	2334276	16.1%
l	1873436	12.9%
p	1402800	9.7%
o	1402800	9.7%
m	1402800	9.7%
d	1402800	9.7%
y	1402800	9.7%
E	941960	6.5%
S	470636	3.2%
f	470636	3.2%
Other values (3)	1392316	9.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	14497260	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	2334276	16.1%
l	1873436	12.9%
p	1402800	9.7%
o	1402800	9.7%
m	1402800	9.7%
d	1402800	9.7%
y	1402800	9.7%
E	941960	6.5%
S	470636	3.2%
f	470636	3.2%
Other values (3)	1392316	9.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	14497260	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	2334276	16.1%
l	1873436	12.9%
p	1402800	9.7%
o	1402800	9.7%
m	1402800	9.7%
d	1402800	9.7%
y	1402800	9.7%
E	941960	6.5%
S	470636	3.2%
f	470636	3.2%
Other values (3)	1392316	9.6%

Health Score
Real number (ℝ)

Missing

Distinct	811360
Distinct (%)	43.2%
Missing	123525
Missing (%)	6.2%
Infinite	0
Infinite (%)	0.0%
Mean	25.613559

Minimum	1.6465608
Maximum	58.975914
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	130.7 MiB

Quantile statistics

Minimum	1.6465608
5-th percentile	7.2914169
Q1	15.918658
median	24.579581
Q3	34.52391
95-th percentile	47.614835
Maximum	58.975914
Range	57.329353
Interquartile range (IQR)	18.605252

Descriptive statistics

Standard deviation	12.204827
Coefficient of variation (CV)	0.47649867
Kurtosis	-0.7850883
Mean	25.613559
Median Absolute Deviation (MAD)	9.2384519
Skewness	0.28239675
Sum	48063203
Variance	148.9578
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19.92724142	207	< 0.1%
19.8697009	202	< 0.1%
22.95540237	182	< 0.1%
25.90765016	182	< 0.1%
20.63784183	158	< 0.1%
27.8450064	156	< 0.1%
23.95570971	154	< 0.1%
10.9581528	151	< 0.1%
27.9294023	151	< 0.1%
24.85813464	144	< 0.1%
Other values (811350)	1874788	93.7%
(Missing)	123525	6.2%

Value	Count	Frequency (%)
1.646560764	1	< 0.1%
2.012237182	1	< 0.1%
2.024415229	3	< 0.1%
2.036747412	1	< 0.1%
2.039338266	1	< 0.1%
2.039744021	1	< 0.1%
2.050052716	1	< 0.1%
2.053457869	1	< 0.1%
2.056558808	2	< 0.1%
2.060175622	1	< 0.1%

Value	Count	Frequency (%)
58.97591405	1	< 0.1%
58.88603451	1	< 0.1%
58.5696892	1	< 0.1%
58.4524782	1	< 0.1%
58.40100949	1	< 0.1%
57.98884782	1	< 0.1%
57.95735079	1	< 0.1%
57.92381001	1	< 0.1%
57.90318089	1	< 0.1%
57.85252539	1	< 0.1%

Location
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	235.6 MiB

Suburban	668732
Rural	668067
Urban	663201

Length

Max length	8
Median length	5
Mean length	6.003098
Min length	5

Characters and Unicode

Total characters	12006196
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Urban
2nd row	Rural
3rd row	Suburban
4th row	Rural
5th row	Rural

Common Values

Value	Count	Frequency (%)
Suburban	668732	33.4%
Rural	668067	33.4%
Urban	663201	33.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
suburban	668732	33.4%
rural	668067	33.4%
urban	663201	33.2%

Most occurring characters

Value	Count	Frequency (%)
u	2005531	16.7%
b	2000665	16.7%
r	2000000	16.7%
a	2000000	16.7%
n	1331933	11.1%
S	668732	5.6%
R	668067	5.6%
l	668067	5.6%
U	663201	5.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	12006196	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
u	2005531	16.7%
b	2000665	16.7%
r	2000000	16.7%
a	2000000	16.7%
n	1331933	11.1%
S	668732	5.6%
R	668067	5.6%
l	668067	5.6%
U	663201	5.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	12006196	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
u	2005531	16.7%
b	2000665	16.7%
r	2000000	16.7%
a	2000000	16.7%
n	1331933	11.1%
S	668732	5.6%
R	668067	5.6%
l	668067	5.6%
U	663201	5.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	12006196	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
u	2005531	16.7%
b	2000665	16.7%
r	2000000	16.7%
a	2000000	16.7%
n	1331933	11.1%
S	668732	5.6%
R	668067	5.6%
l	668067	5.6%
U	663201	5.5%

Policy Type
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	240.1 MiB

Premium	669475
Comprehensive	665822
Basic	664703

Length

Max length	13
Median length	7
Mean length	8.332763
Min length	5

Characters and Unicode

Total characters	16665526
Distinct characters	16
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Premium
2nd row	Comprehensive
3rd row	Premium
4th row	Basic
5th row	Premium

Common Values

Value	Count	Frequency (%)
Premium	669475	33.5%
Comprehensive	665822	33.3%
Basic	664703	33.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
premium	669475	33.5%
comprehensive	665822	33.3%
basic	664703	33.2%

Most occurring characters

Value	Count	Frequency (%)
e	2666941	16.0%
m	2004772	12.0%
i	2000000	12.0%
r	1335297	8.0%
s	1330525	8.0%
P	669475	4.0%
u	669475	4.0%
C	665822	4.0%
o	665822	4.0%
p	665822	4.0%
Other values (6)	3991575	24.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	16665526	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	2666941	16.0%
m	2004772	12.0%
i	2000000	12.0%
r	1335297	8.0%
s	1330525	8.0%
P	669475	4.0%
u	669475	4.0%
C	665822	4.0%
o	665822	4.0%
p	665822	4.0%
Other values (6)	3991575	24.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	16665526	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	2666941	16.0%
m	2004772	12.0%
i	2000000	12.0%
r	1335297	8.0%
s	1330525	8.0%
P	669475	4.0%
u	669475	4.0%
C	665822	4.0%
o	665822	4.0%
p	665822	4.0%
Other values (6)	3991575	24.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	16665526	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	2666941	16.0%
m	2004772	12.0%
i	2000000	12.0%
r	1335297	8.0%
s	1330525	8.0%
P	669475	4.0%
u	669475	4.0%
C	665822	4.0%
o	665822	4.0%
p	665822	4.0%
Other values (6)	3991575	24.0%

Previous Claims
Real number (ℝ)

Missing Zeros

Distinct	10
Distinct (%)	< 0.1%
Missing	606831
Missing (%)	30.3%
Infinite	0
Infinite (%)	0.0%
Mean	1.0035624

Minimum	0
Maximum	9
Zeros	508239
Zeros (%)	25.4%
Negative	0
Negative (%)	0.0%
Memory size	130.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	3
Maximum	9
Range	9
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	0.98282561
Coefficient of variation (CV)	0.97933684
Kurtosis	0.75296634
Mean	1.0035624
Median Absolute Deviation (MAD)	1
Skewness	0.90556377
Sum	1398132
Variance	0.96594619
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	508239	25.4%
1	501692	25.1%
2	279761	14.0%
3	81764	4.1%
4	17689	0.9%
5	3411	0.2%
6	506	< 0.1%
7	86	< 0.1%
8	12	< 0.1%
9	9	< 0.1%
(Missing)	606831	30.3%

Value	Count	Frequency (%)
0	508239	25.4%
1	501692	25.1%
2	279761	14.0%
3	81764	4.1%
4	17689	0.9%
5	3411	0.2%
6	506	< 0.1%
7	86	< 0.1%
8	12	< 0.1%
9	9	< 0.1%

Value	Count	Frequency (%)
9	9	< 0.1%
8	12	< 0.1%
7	86	< 0.1%
6	506	< 0.1%
5	3411	0.2%
4	17689	0.9%
3	81764	4.1%
2	279761	14.0%
1	501692	25.1%
0	508239	25.4%

Vehicle Age
Real number (ℝ)

Zeros

Distinct	20
Distinct (%)	< 0.1%
Missing	9
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	9.5706896

Minimum	0
Maximum	19
Zeros	102232
Zeros (%)	5.1%
Negative	0
Negative (%)	0.0%
Memory size	130.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
median	10
Q3	15
95-th percentile	19
Maximum	19
Range	19
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	5.7745923
Coefficient of variation (CV)	0.6033622
Kurtosis	-1.2062471
Mean	9.5706896
Median Absolute Deviation (MAD)	5
Skewness	-0.020204736
Sum	19141293
Variance	33.345917
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
17	103983	5.2%
11	103039	5.2%
0	102232	5.1%
18	102134	5.1%
10	101852	5.1%
14	101642	5.1%
15	101222	5.1%
19	100979	5.0%
12	100863	5.0%
16	100642	5.0%
Other values (10)	981403	49.1%

Value	Count	Frequency (%)
0	102232	5.1%
1	95397	4.8%
2	99865	5.0%
3	98619	4.9%
4	97111	4.9%
5	99266	5.0%
6	96650	4.8%
7	99200	5.0%
8	97307	4.9%
9	99921	5.0%

Value	Count	Frequency (%)
19	100979	5.0%
18	102134	5.1%
17	103983	5.2%
16	100642	5.0%
15	101222	5.1%
14	101642	5.1%
13	98067	4.9%
12	100863	5.0%
11	103039	5.2%
10	101852	5.1%

Credit Score
Real number (ℝ)

Missing

Distinct	550
Distinct (%)	< 0.1%
Missing	229333
Missing (%)	11.5%
Infinite	0
Infinite (%)	0.0%
Mean	592.91651

Minimum	300
Maximum	849
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	130.7 MiB

Quantile statistics

Minimum	300
5-th percentile	341
Q1	468
median	595
Q3	721
95-th percentile	822
Maximum	849
Range	549
Interquartile range (IQR)	253

Descriptive statistics

Standard deviation	150.03571
Coefficient of variation (CV)	0.25304694
Kurtosis	-1.0906138
Mean	592.91651
Median Absolute Deviation (MAD)	127
Skewness	-0.11368412
Sum	1.0498577 × 10⁹
Variance	22510.714
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
431	7142	0.4%
434	7111	0.4%
713	6698	0.3%
757	6668	0.3%
437	6458	0.3%
613	6288	0.3%
584	6275	0.3%
658	6212	0.3%
607	6199	0.3%
734	6193	0.3%
Other values (540)	1705423	85.3%
(Missing)	229333	11.5%

Value	Count	Frequency (%)
300	1459	0.1%
301	2587	0.1%
302	1993	0.1%
303	1805	0.1%
304	1433	0.1%
305	1162	0.1%
306	1433	0.1%
307	2145	0.1%
308	3044	0.2%
309	2217	0.1%

Value	Count	Frequency (%)
849	2948	0.1%
848	3733	0.2%
847	3441	0.2%
846	3072	0.2%
845	2847	0.1%
844	3275	0.2%
843	3499	0.2%
842	3152	0.2%
841	3155	0.2%
840	1309	0.1%

Insurance Duration
Real number (ℝ)

Distinct	9
Distinct (%)	< 0.1%
Missing	3
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	5.018511

Minimum	1
Maximum	9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	130.7 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	5
Q3	7
95-th percentile	9
Maximum	9
Range	8
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.5941017
Coefficient of variation (CV)	0.51690665
Kurtosis	-1.2371694
Mean	5.018511
Median Absolute Deviation (MAD)	2
Skewness	-0.0080417665
Sum	10037007
Variance	6.7293638
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
9	229966	11.5%
1	224532	11.2%
8	222790	11.1%
7	222513	11.1%
5	221016	11.1%
3	220260	11.0%
4	220181	11.0%
6	219702	11.0%
2	219037	11.0%
(Missing)	3	< 0.1%

Value	Count	Frequency (%)
1	224532	11.2%
2	219037	11.0%
3	220260	11.0%
4	220181	11.0%
5	221016	11.1%
6	219702	11.0%
7	222513	11.1%
8	222790	11.1%
9	229966	11.5%

Value	Count	Frequency (%)
9	229966	11.5%
8	222790	11.1%
7	222513	11.1%
6	219702	11.0%
5	221016	11.1%
4	220181	11.0%
3	220260	11.0%
2	219037	11.0%
1	224532	11.2%

Policy Start Date
Date

Distinct	173790
Distinct (%)	8.7%
Missing	0
Missing (%)	0.0%
Memory size	130.7 MiB

Minimum	2019-08-17 15:21:39.080371
Maximum	2024-08-15 15:21:39.287115

Histogram with fixed size bins (bins=50)

Customer Feedback
Categorical

Missing

Distinct	3
Distinct (%)	< 0.1%
Missing	130100
Missing (%)	6.5%
Memory size	233.0 MiB

Average	629122
Poor	625952
Good	614826

Length

Max length	7
Median length	4
Mean length	5.0093406
Min length	4

Characters and Unicode

Total characters	9366966
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Poor
2nd row	Average
3rd row	Good
4th row	Poor
5th row	Poor

Common Values

Value	Count	Frequency (%)
Average	629122	31.5%
Poor	625952	31.3%
Good	614826	30.7%
(Missing)	130100	6.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
average	629122	33.6%
poor	625952	33.5%
good	614826	32.9%

Most occurring characters

Value	Count	Frequency (%)
o	2481556	26.5%
e	1258244	13.4%
r	1255074	13.4%
A	629122	6.7%
v	629122	6.7%
a	629122	6.7%
g	629122	6.7%
P	625952	6.7%
G	614826	6.6%
d	614826	6.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	9366966	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	2481556	26.5%
e	1258244	13.4%
r	1255074	13.4%
A	629122	6.7%
v	629122	6.7%
a	629122	6.7%
g	629122	6.7%
P	625952	6.7%
G	614826	6.6%
d	614826	6.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	9366966	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	2481556	26.5%
e	1258244	13.4%
r	1255074	13.4%
A	629122	6.7%
v	629122	6.7%
a	629122	6.7%
g	629122	6.7%
P	625952	6.7%
G	614826	6.6%
d	614826	6.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	9366966	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	2481556	26.5%
e	1258244	13.4%
r	1255074	13.4%
A	629122	6.7%
v	629122	6.7%
a	629122	6.7%
g	629122	6.7%
P	625952	6.7%
G	614826	6.6%
d	614826	6.6%

Smoking Status
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	117.3 MiB

True	1003732
False	996268

Value	Count	Frequency (%)
True	1003732	50.2%
False	996268	49.8%

Exercise Frequency
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	235.6 MiB

Weekly	510693
Rarely	499934
Monthly	498230
Daily	491143

Length

Max length	7
Median length	6
Mean length	6.0035435
Min length	5

Characters and Unicode

Total characters	12007087
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Weekly
2nd row	Monthly
3rd row	Weekly
4th row	Daily
5th row	Weekly

Common Values

Value	Count	Frequency (%)
Weekly	510693	25.5%
Rarely	499934	25.0%
Monthly	498230	24.9%
Daily	491143	24.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
weekly	510693	25.5%
rarely	499934	25.0%
monthly	498230	24.9%
daily	491143	24.6%

Most occurring characters

Value	Count	Frequency (%)
l	2000000	16.7%
y	2000000	16.7%
e	1521320	12.7%
a	991077	8.3%
W	510693	4.3%
k	510693	4.3%
R	499934	4.2%
r	499934	4.2%
M	498230	4.1%
o	498230	4.1%
Other values (5)	2476976	20.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	12007087	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
l	2000000	16.7%
y	2000000	16.7%
e	1521320	12.7%
a	991077	8.3%
W	510693	4.3%
k	510693	4.3%
R	499934	4.2%
r	499934	4.2%
M	498230	4.1%
o	498230	4.1%
Other values (5)	2476976	20.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	12007087	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
l	2000000	16.7%
y	2000000	16.7%
e	1521320	12.7%
a	991077	8.3%
W	510693	4.3%
k	510693	4.3%
R	499934	4.2%
r	499934	4.2%
M	498230	4.1%
o	498230	4.1%
Other values (5)	2476976	20.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	12007087	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
l	2000000	16.7%
y	2000000	16.7%
e	1521320	12.7%
a	991077	8.3%
W	510693	4.3%
k	510693	4.3%
R	499934	4.2%
r	499934	4.2%
M	498230	4.1%
o	498230	4.1%
Other values (5)	2476976	20.6%

Property Type
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	236.2 MiB

House	667500
Condo	666478
Apartment	666022

Length

Max length	9
Median length	5
Mean length	6.332044
Min length	5

Characters and Unicode

Total characters	12664088
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	House
2nd row	House
3rd row	House
4th row	Apartment
5th row	House

Common Values

Value	Count	Frequency (%)
House	667500	33.4%
Condo	666478	33.3%
Apartment	666022	33.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
house	667500	33.4%
condo	666478	33.3%
apartment	666022	33.3%

Most occurring characters

Value	Count	Frequency (%)
o	2000456	15.8%
e	1333522	10.5%
n	1332500	10.5%
t	1332044	10.5%
H	667500	5.3%
u	667500	5.3%
s	667500	5.3%
C	666478	5.3%
d	666478	5.3%
A	666022	5.3%
Other values (4)	2664088	21.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	12664088	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	2000456	15.8%
e	1333522	10.5%
n	1332500	10.5%
t	1332044	10.5%
H	667500	5.3%
u	667500	5.3%
s	667500	5.3%
C	666478	5.3%
d	666478	5.3%
A	666022	5.3%
Other values (4)	2664088	21.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	12664088	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	2000456	15.8%
e	1333522	10.5%
n	1332500	10.5%
t	1332044	10.5%
H	667500	5.3%
u	667500	5.3%
s	667500	5.3%
C	666478	5.3%
d	666478	5.3%
A	666022	5.3%
Other values (4)	2664088	21.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	12664088	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	2000456	15.8%
e	1333522	10.5%
n	1332500	10.5%
t	1332044	10.5%
H	667500	5.3%
u	667500	5.3%
s	667500	5.3%
C	666478	5.3%
d	666478	5.3%
A	666022	5.3%
Other values (4)	2664088	21.0%

Premium Amount
Real number (ℝ)

Missing

Distinct	4794
Distinct (%)	0.4%
Missing	800000
Missing (%)	40.0%
Infinite	0
Infinite (%)	0.0%
Mean	1102.5448

Minimum	20
Maximum	4999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	130.7 MiB

Quantile statistics

Minimum	20
5-th percentile	49
Q1	514
median	872
Q3	1509
95-th percentile	2869
Maximum	4999
Range	4979
Interquartile range (IQR)	995

Descriptive statistics

Standard deviation	864.99886
Coefficient of variation (CV)	0.78454757
Kurtosis	1.5185856
Mean	1102.5448
Median Absolute Deviation (MAD)	449
Skewness	1.2409155
Sum	1.3230538 × 10⁹
Variance	748223.03
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25	4268	0.2%
24	3901	0.2%
20	3849	0.2%
23	3524	0.2%
28	3418	0.2%
26	3375	0.2%
48	3307	0.2%
29	3139	0.2%
100	3125	0.2%
27	3074	0.2%
Other values (4784)	1165020	58.3%
(Missing)	800000	40.0%

Value	Count	Frequency (%)
20	3849	0.2%
21	362	< 0.1%
22	1698	0.1%
23	3524	0.2%
24	3901	0.2%
25	4268	0.2%
26	3375	0.2%
27	3074	0.2%
28	3418	0.2%
29	3139	0.2%

Value	Count	Frequency (%)
4999	1	< 0.1%
4997	2	< 0.1%
4996	1	< 0.1%
4994	1	< 0.1%
4992	1	< 0.1%
4991	1	< 0.1%
4988	18	< 0.1%
4987	5	< 0.1%
4986	3	< 0.1%
4985	2	< 0.1%

Interactions

Correlations

	Age	Annual Income	Credit Score	Customer Feedback	Education Level	Exercise Frequency	Gender	Health Score	Insurance Duration	Location	Marital Status	Number of Dependents	Occupation	Policy Type	Premium Amount	Previous Claims	Property Type	Smoking Status	Vehicle Age	id
Age	1.000	0.000	0.002	0.000	0.000	0.001	0.000	-0.000	-0.001	0.000	0.002	0.000	0.001	0.000	-0.002	0.001	0.001	0.000	-0.002	-0.000
Annual Income	0.000	1.000	-0.151	0.002	0.002	0.003	0.000	0.013	-0.001	0.000	0.001	0.002	0.001	0.002	-0.061	-0.000	0.002	0.000	-0.001	0.001
Credit Score	0.002	-0.151	1.000	0.001	0.003	0.000	0.002	0.010	0.000	0.002	0.003	0.004	0.003	0.001	-0.044	0.038	0.002	0.002	-0.000	0.001
Customer Feedback	0.000	0.002	0.001	1.000	0.001	0.003	0.000	0.004	0.001	0.001	0.001	0.000	0.002	0.000	0.001	0.003	0.002	0.000	0.000	0.000
Education Level	0.000	0.002	0.003	0.001	1.000	0.001	0.001	0.005	0.001	0.002	0.001	0.001	0.001	0.001	0.002	0.002	0.003	0.000	0.000	0.000
Exercise Frequency	0.001	0.003	0.000	0.003	0.001	1.000	0.001	0.004	0.001	0.001	0.001	0.001	0.002	0.002	0.001	0.001	0.001	0.000	0.002	0.001
Gender	0.000	0.000	0.002	0.000	0.001	0.001	1.000	0.006	0.001	0.001	0.002	0.000	0.000	0.001	0.002	0.000	0.001	0.003	0.001	0.001
Health Score	-0.000	0.013	0.010	0.004	0.005	0.004	0.006	1.000	0.002	0.005	0.004	0.005	0.005	0.002	0.016	0.003	0.000	0.003	-0.001	0.000
Insurance Duration	-0.001	-0.001	0.000	0.001	0.001	0.001	0.001	0.002	1.000	0.002	0.002	0.002	0.003	0.000	-0.000	0.002	0.002	0.001	0.003	-0.000
Location	0.000	0.000	0.002	0.001	0.002	0.001	0.001	0.005	0.002	1.000	0.002	0.001	0.001	0.001	0.002	0.000	0.000	0.001	0.001	0.002
Marital Status	0.002	0.001	0.003	0.001	0.001	0.001	0.002	0.004	0.002	0.002	1.000	0.001	0.002	0.000	0.000	0.003	0.002	0.002	0.001	0.000
Number of Dependents	0.000	0.002	0.004	0.000	0.001	0.001	0.000	0.005	0.002	0.001	0.001	1.000	0.000	0.000	0.004	0.005	0.002	0.001	0.002	0.001
Occupation	0.001	0.001	0.003	0.002	0.001	0.002	0.000	0.005	0.003	0.001	0.002	0.000	1.000	0.001	0.004	0.001	0.003	0.000	0.000	0.001
Policy Type	0.000	0.002	0.001	0.000	0.001	0.002	0.001	0.002	0.000	0.001	0.000	0.000	0.001	1.000	0.000	0.002	0.002	0.001	0.000	0.000
Premium Amount	-0.002	-0.061	-0.044	0.001	0.002	0.001	0.002	0.016	-0.000	0.002	0.000	0.004	0.004	0.000	1.000	0.045	0.002	0.003	0.001	0.001
Previous Claims	0.001	-0.000	0.038	0.003	0.002	0.001	0.000	0.003	0.002	0.000	0.003	0.005	0.001	0.002	0.045	1.000	0.002	0.001	-0.002	0.001
Property Type	0.001	0.002	0.002	0.002	0.003	0.001	0.001	0.000	0.002	0.000	0.002	0.002	0.003	0.002	0.002	0.002	1.000	0.001	0.003	0.000
Smoking Status	0.000	0.000	0.002	0.000	0.000	0.000	0.003	0.003	0.001	0.001	0.002	0.001	0.000	0.001	0.003	0.001	0.001	1.000	0.002	0.000
Vehicle Age	-0.002	-0.001	-0.000	0.000	0.000	0.002	0.001	-0.001	0.003	0.001	0.001	0.002	0.000	0.000	0.001	-0.002	0.003	0.002	1.000	-0.000
id	-0.000	0.001	0.001	0.000	0.000	0.001	0.001	0.000	-0.000	0.002	0.000	0.001	0.001	0.000	0.001	0.001	0.000	0.000	-0.000	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

		id	Age	Gender	Annual Income	Marital Status	Number of Dependents	Education Level	Occupation	Health Score	Location	Policy Type	Previous Claims	Vehicle Age	Credit Score	Insurance Duration	Policy Start Date	Customer Feedback	Smoking Status	Exercise Frequency	Property Type	Premium Amount
train	0	0	19.0	Female	10049.0	Married	1.0	Bachelor's	Self-Employed	22.598761	Urban	Premium	2.0	17.0	372.0	5.0	2023-12-23 15:21:39.134960	Poor	No	Weekly	House	2869.0
	1	1	39.0	Female	31678.0	Divorced	3.0	Master's	NaN	15.569731	Rural	Comprehensive	1.0	12.0	694.0	2.0	2023-06-12 15:21:39.111551	Average	Yes	Monthly	House	1483.0
	2	2	23.0	Male	25602.0	Divorced	3.0	High School	Self-Employed	47.177549	Suburban	Premium	1.0	14.0	NaN	3.0	2023-09-30 15:21:39.221386	Good	Yes	Weekly	House	567.0
	3	3	21.0	Male	141855.0	Married	2.0	Bachelor's	NaN	10.938144	Rural	Basic	1.0	0.0	367.0	1.0	2024-06-12 15:21:39.226954	Poor	Yes	Daily	Apartment	765.0
	4	4	21.0	Male	39651.0	Single	1.0	Bachelor's	Self-Employed	20.376094	Rural	Premium	0.0	8.0	598.0	4.0	2021-12-01 15:21:39.252145	Poor	Yes	Weekly	House	2022.0
	5	5	29.0	Male	45963.0	Married	1.0	Bachelor's	NaN	33.053198	Urban	Premium	2.0	4.0	614.0	5.0	2022-05-20 15:21:39.207847	Average	No	Weekly	House	3202.0
	6	6	41.0	Male	40336.0	Married	0.0	PhD	NaN	NaN	Rural	Basic	2.0	8.0	807.0	6.0	2020-02-21 15:21:39.219432	Poor	No	Weekly	House	439.0
	7	7	48.0	Female	127237.0	Divorced	2.0	High School	Employed	5.769783	Suburban	Comprehensive	1.0	11.0	398.0	5.0	2022-08-08 15:21:39.181605	Average	No	Rarely	Condo	111.0
	8	8	21.0	Male	1733.0	Divorced	3.0	Bachelor's	NaN	17.869551	Urban	Premium	1.0	10.0	685.0	8.0	2020-12-14 15:21:39.198406	Average	No	Monthly	Condo	213.0
	9	9	44.0	Male	52447.0	Married	2.0	Master's	Employed	20.473718	Urban	Comprehensive	1.0	9.0	635.0	3.0	2020-08-02 15:21:39.144722	Poor	No	Daily	Condo	64.0

		id	Age	Gender	Annual Income	Marital Status	Number of Dependents	Education Level	Occupation	Health Score	Location	Policy Type	Previous Claims	Vehicle Age	Credit Score	Insurance Duration	Policy Start Date	Customer Feedback	Smoking Status	Exercise Frequency	Property Type	Premium Amount
test	799990	1999990	25.0	Male	33991.0	Divorced	2.0	Master's	NaN	5.081818	Suburban	Basic	0.0	12.0	NaN	4.0	2023-10-03 15:21:39.102694	Average	Yes	Monthly	Condo	NaN
	799991	1999991	26.0	Female	90883.0	Divorced	2.0	High School	NaN	11.275420	Rural	Comprehensive	0.0	19.0	494.0	5.0	2021-03-14 15:21:39.170099	Poor	No	Monthly	Condo	NaN
	799992	1999992	33.0	Female	788.0	Married	1.0	Bachelor's	NaN	47.921197	Urban	Premium	0.0	18.0	722.0	5.0	2024-05-28 15:21:39.123711	Average	No	Monthly	House	NaN
	799993	1999993	52.0	Female	25426.0	Divorced	4.0	Bachelor's	Self-Employed	39.792397	Suburban	Comprehensive	NaN	12.0	702.0	1.0	2019-08-21 15:21:39.087123	Poor	Yes	Daily	Condo	NaN
	799994	1999994	23.0	Female	71758.0	Single	3.0	PhD	Self-Employed	22.837951	Suburban	Basic	2.0	5.0	452.0	6.0	2020-06-08 15:21:39.256696	Good	Yes	Monthly	Condo	NaN
	799995	1999995	50.0	Female	38782.0	Married	1.0	Bachelor's	NaN	14.498639	Rural	Premium	NaN	8.0	309.0	2.0	2021-07-09 15:21:39.184157	Average	Yes	Daily	Condo	NaN
	799996	1999996	NaN	Female	73462.0	Single	0.0	Master's	NaN	8.145748	Rural	Basic	2.0	0.0	NaN	2.0	2023-03-28 15:21:39.250151	Good	No	Daily	Apartment	NaN
	799997	1999997	26.0	Female	35178.0	Single	0.0	Master's	Employed	6.636583	Urban	Comprehensive	NaN	10.0	NaN	6.0	2019-09-30 15:21:39.132191	Poor	No	Monthly	Apartment	NaN
	799998	1999998	34.0	Female	45661.0	Single	3.0	Master's	NaN	15.937248	Urban	Premium	2.0	17.0	467.0	7.0	2022-05-09 15:21:39.253660	Average	No	Weekly	Condo	NaN
	799999	1999999	25.0	Male	24843.0	Divorced	3.0	High School	NaN	24.893939	Suburban	Comprehensive	NaN	15.0	NaN	8.0	2021-05-18 15:21:39.108562	Good	No	Rarely	House	NaN

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)